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2024	An experimental review of the ensemble-based data stream classification algorithms in non-stationary environments Computers and Electrical Engineering Shirin Khezri, Jafar Tanha, Negin Samadi
2024	Probabilistic neural networks for incremental learning over time-varying streaming data with application to air pollution monitoring Applied Soft Computing Danuta Rutkowska, Piotr Duda, Jinde Cao, Maciej Jaworski, Marek Kisiel-Dorohinicki, Dacheng Tao, Leszek Rutkowski
2024	Evolving cybersecurity frontiers: A comprehensive survey on concept drift and feature dynamics aware machine and deep learning in intrusion detection systems Engineering Applications of Artificial Intelligence Methaq A. Shyaa, Noor Farizah Ibrahim, Zurinahni Zainol, Rosni Abdullah, Mohammed Anbar, Laith Alzubaidi
2024	ICM ensemble with novel betting functions for concept drift Machine Learning Charalambos Eliades, Harris Papadopoulos
2023	Enhanced Intrusion Detection with Data Stream Classification and Concept Drift Guided by the Incremental Learning Genetic Programming Combiner Sensors Methaq A. Shyaa, Zurinahni Zainol, Rosni Abdullah, Mohammed Anbar, Laith Alzubaidi, José Santamaría
2023	The effects of fake reviews during stepwise topic movement on shopping attitude in social network marketing MethodsX Masoumeh Hosseinzadeh Shahri, Farideh Haghbin, Yousef Qaseminezhad Raeini, Narjes Monfared
2023	The L2 convergence of stream data mining algorithms based on probabilistic neural networks Information Sciences Danuta Rutkowska, Piotr Duda, Jinde Cao, Leszek Rutkowski, Aleksander Byrski, Maciej Jaworski, Dacheng Tao
2022	Longitudinal validation of an electronic health record delirium prediction model applied at admission in COVID-19 patients General Hospital Psychiatry Victor M. Castro, Kamber L. Hart, Chana A. Sacks, Shawn N. Murphy, Roy H. Perlis, Thomas H. McCoy
2022	2022 IEEE 20th Jubilee World Symposium on Applied Machine Intelligence and Informatics (SAMI) Martin Sarnovsky
2022	Parallelized extreme learning machine for online data classification Applied Intelligence Vidhya M, Aji S
2021	Dynamic classification approach using scalable ensemble of autoencoders to classify data with drift Journal of Physics: Conference Series Anastasiya O Gurina, Vladimir L Eliseev, Sergey V Kolpinskiy
2021	Recurrent Adaptive Classifier Ensemble for Handling Recurring Concept Drifts Applied Computational Intelligence and Soft Computing Tinofirei Museba, Fulufhelo Nelwamondo, Khmaies Ouahada, Ayokunle Akinola
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